What are cached tokens and how do they save money?

Cached tokens are repeated input tokens (like system prompts or conversation history) that providers charge at a discounted rate. Anthropic offers varying discounts for cached tokens (typically 50-80%). Your calculation saves money by applying caching to 50% of input tokens for optimized cost savings.

When should I use Batch API vs real-time API?

Use Batch API for non-realtime processing of large volumes where latency isn't critical (saves up to 40-60%). Use real-time API for interactive applications like chatbots. Batch processing is ideal for data analysis, content generation in bulk, and offline processing.

What should I consider when comparing different AI models?

When comparing AI models, focus on factors such as performance, accuracy, response speed, cost, scalability, and how well the model fits your specific use case. The right choice depends on your workload, budget, and the type of tasks you want the AI to handle. Using an AI cost and time calculator can help you make an informed, data-driven decision.

Claude Opus 4.7 vs Gemini 3.1 Pro: Research Paper Drafting at 50K-Token Inputs

Name: Gemini 3.1 Pro
Brand: Google
Price: 0.12 USD
Availability: InStock
Rating: 4.5 (89 reviews)

Claude Opus 4.7 has been replaced by Claude Opus 5.5

The pricing shown below is for the older model and is kept for reference. If you are choosing a model today, use the current version — its rate and context window differ.

See current Claude Opus 5.5 pricing → · All recent pricing changes

Claude Opus 4.7 vs Gemini 3.1 Pro

Complete Comparison: 50,000 input tokens × 15,000 output tokens

⚡ 50% Cached

Complete comparison of pricing, performance, and capabilities for 2 leading AI models with 50% Cached.

⚡ Caching Optimized (up to 90% savings) 📊 Batch API

Comparison Criteria	Claude Opus 4.7 Anthropic	Gemini 3.1 Pro Google
Calculation Results (Current Inputs) (50% cached)
Input Tokens	50,000	50,000
Output Tokens	15,000	15,000
Cost Breakdown
Input Cost	$0.062500 (rounded ~ $0.06)Worst	$0.050000Best
Output Cost	$0.093750 (rounded ~ $0.09)Worst	$0.090000Best
Unit Cost (Audio/OCR)	$0.000000	$0.000000
Service Fees	$0.000000	$0.000000
Total Cost	$0.128125 (rounded ~ $0.13) Most Expensive	$0.117500 (rounded ~ $0.12) Best Value
Processing Time	4 minutes, 27.68 seconds Slowest	2 minutes, 54.06 seconds Fastest
Tokens per Second	260Slowest	400Fastest
Time to First Token	400ms Worst	220ms Best
Cost per 1K tokens	$0.001971Worst	$0.001808Best
Tokens per Dollar	507,317Worst Value	553,191Best Value
Cost per 1 Million Tokens (Informational)
Input Cost / 1M (Base)	$1.250000Worst	$1.000000Best
Output Cost / 1M (Base)	$6.250000Worst	$6.000000Best
Input Cost / 1M (Optimized)	$0.625000 (rounded ~ $0.63)Worst Optimizations: 50.0% batch	$0.500000Best Optimizations: 50.0% batch
Output Cost / 1M (Optimized)	$3.125000 (rounded ~ $3.13)Worst Optimizations: 50.0% batch	$3.000000Best Optimizations: 50.0% batch
Capabilities & Advanced Features
Images Support	✓ Supported	✓ Supported
Video Support	✗ Not Supported	✓ Supported
Audio Support	✗ Not Supported	✓ Supported
Caching Support 50	✓ Supported	✓ Supported
Batch API Support	✓ Supported	✓ Supported
Tool Usage Support	✓ Supported	✓ Supported

Scroll horizontally to see all data

🔄 Compare Different AI Models

First Model

Provider

Model

Second Model

Provider

Model

Select providers and models above, then click "Compare Models" to update the comparison.
All other parameters will be preserved from the current comparison.

Claude Opus 4.7 Anthropic 1000000

$0.128125 (rounded ~ $0.13)

Total Cost

⚡ 50% Cached 📊 Batch API 🔧 Tools

👁️

Vision/Images

✓ Available

🎧

Audio Processing

✗ Not Available

🎥

Video Analysis

✗ Not Available

🔧

Tool Usage

✓ Available

📄

OCR Support

✗ Not Available

📊

Batch API

✓ Available

⚡

Caching

✓ Available

90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.156250 (rounded ~ $0.16) Input: $0.062500 (rounded ~ $0.06)
Output: $0.093750 (rounded ~ $0.09)

Optimized Cost $0.128125 (rounded ~ $0.13) Input: $0.062500 (rounded ~ $0.06)
Output: $0.093750 (rounded ~ $0.09)
Unit: $0.000000
Fees: $0.000000

Total Savings $0.028125 (rounded ~ $0.03) 18.0% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 15,000 output tokens:

Input Cost: $0.062500 (rounded ~ $0.06)
Output Cost: $0.093750 (rounded ~ $0.09)
Total Cost: $0.128125 (rounded ~ $0.13)
Cost per 1K tokens: $0.001971
Tokens per dollar: 507,317 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 260 tokens per second and 400ms time to first token:

Processing Time: 4 minutes, 27.68 seconds
Latency: 400 milliseconds to first token
Base Throughput: 260 tokens/second
Effective Throughput: 243 tokens/second (temperature-adjusted)

Best Use Cases

Use Gemini 3.1 Pro for synthesizing literature and multimodal researchand Claude Opus 4.7 for nuancedcoherent academic drafting.

Want this applied to YOUR actual stack?

This calculator shows the math for Claude Opus 4.7. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

Gemini 3.1 Pro Google 1000000

$0.117500 (rounded ~ $0.12)

Total Cost

⚡ 50% Cached 📊 Batch API 🔧 Tools

👁️

Vision/Images

✓ Available

🎧

Audio Processing

✓ Available

🎥

Video Analysis

✓ Available

🔧

Tool Usage

✓ Available

📄

OCR Support

✗ Not Available

📊

Batch API

✓ Available

⚡

Caching

✓ Available

90% savings

💰 Total Cost Calculation (from Plugin)

Base Cost (No Optimizations) $0.140000 Input: $0.050000
Output: $0.090000

Optimized Cost $0.117500 (rounded ~ $0.12) Input: $0.050000
Output: $0.090000
Unit: $0.000000
Fees: $0.000000

Total Savings $0.022500 (rounded ~ $0.02) 16.1% discount

Advanced Cost Breakdown (from Plugin)

📊 Batch API

50.0% off

Asynchronous processing discount

📊 Dynamic Tier

Standard

tier1 pricing based on 0 tokens

Detailed Cost Analysis (from Plugin)

For 50,000 input tokens and 15,000 output tokens:

Input Cost: $0.050000
Output Cost: $0.090000
Total Cost: $0.117500 (rounded ~ $0.12)
Cost per 1K tokens: $0.001808
Tokens per dollar: 553,191 tokens
Context Window: 1000000 tokens

Speed & Performance Analysis

With a processing speed of 400 tokens per second and 220ms time to first token:

Processing Time: 2 minutes, 54.06 seconds
Latency: 220 milliseconds to first token
Base Throughput: 400 tokens/second
Effective Throughput: 374 tokens/second (temperature-adjusted)

Best Use Cases

Use Gemini 3.1 Pro for synthesizing literature and multimodal researchand Claude Opus 4.7 for nuancedcoherent academic drafting.

Want this applied to YOUR actual stack?

This calculator shows the math for Gemini 3.1 Pro. Your decision needs more — current infrastructure, compliance requirements, actual workload patterns, volume tiers — that change which model is right for you.

Get a $39 personalized AI Architecture Audit. PDF tailored to your stack, delivered in under 60 seconds. 7-day no-questions-asked refund.

Get my instant AI audit — $39 →

✨ Market Recommendations AI Model Registry

← Back to Claude Opus 4.7

📋 Active Input Parameters

Input Tokens: 50,000

Output Tokens: 15,000

Batch API: Enabled (50% discount)

Cached Tokens: 50%

Tools: Enabled

Rank	AI Model & Provider	Total Cost	vs Claude Opus 4.7	vs Gemini 3.1 Pro
🏆	Claude Haiku 5.5 Anthropic	$0.005125 (rounded ~ $0.01) Best Value	↓ 96% cheaper	↓ 95.6% cheaper
🥈	GPT-6 Luna OpenAI	$0.005125 (rounded ~ $0.01)	↓ 96% cheaper	↓ 95.6% cheaper
🥉	GPT-5.6 Luna OpenAI	$0.005875 (rounded ~ $0.01)	↓ 95.4% cheaper	↓ 95% cheaper
#4	Gemini 3.1 Flash Lite Google	$0.007344 (rounded ~ $0.01)	↓ 94.3% cheaper	↓ 93.8% cheaper
#5	Mistral Large 3 Mistral AI	$0.009063	↓ 92.9% cheaper	↓ 92.3% cheaper
#6	Gemini 3.5 Flash-Lite Google	$0.011438 (rounded ~ $0.01)	↓ 91.1% cheaper	↓ 90.3% cheaper
#7	Gemini 2.5 Flash Google	$0.011438 (rounded ~ $0.01)	↓ 91.1% cheaper	↓ 90.3% cheaper
#8	Gemini 3.8 Flash Google	$0.019219	↓ 85% cheaper	↓ 83.6% cheaper
#9	Gemini 3.6 Flash Google	$0.019219	↓ 85% cheaper	↓ 83.6% cheaper
#10	GPT-5.4 mini OpenAI	$0.022031 (rounded ~ $0.02)	↓ 82.8% cheaper	↓ 81.3% cheaper
#11	Mistral Large 4 Mistral AI	$0.025025 (rounded ~ $0.03)	↓ 80.5% cheaper	↓ 78.7% cheaper
#12	Claude Haiku 4.5 Anthropic	$0.025625 (rounded ~ $0.03)	↓ 80% cheaper	↓ 78.2% cheaper
#13	Gemini 3.1 Flash Google	$0.029375	↓ 77.1% cheaper	↓ 75% cheaper
#14	Claude Sonnet 5.5 Anthropic	$0.050625	↓ 60.5% cheaper	↓ 56.9% cheaper
#15	Gemini 4 Argon Google	$0.051250 (rounded ~ $0.05)	↓ 60% cheaper	↓ 56.4% cheaper
#16	Claude Sonnet 5 Anthropic	$0.051250 (rounded ~ $0.05)	↓ 60% cheaper	↓ 56.4% cheaper
#17	Grok 4.3 xAI	$0.057500 (rounded ~ $0.06)	↓ 55.1% cheaper	↓ 51.1% cheaper
#18	Grok 4.20 Beta xAI	$0.057500 (rounded ~ $0.06)	↓ 55.1% cheaper	↓ 51.1% cheaper
#19	GPT-5.6 Terra OpenAI	$0.058750 (rounded ~ $0.06)	↓ 54.1% cheaper	↓ 50% cheaper
#20	GPT-5.3 Codex Spark OpenAI	$0.064531 (rounded ~ $0.06)	↓ 49.6% cheaper	↓ 45.1% cheaper
#21	GPT-5.3 Instant OpenAI	$0.064531 (rounded ~ $0.06)	↓ 49.6% cheaper	↓ 45.1% cheaper
#22	Claude Sonnet 4.6 Anthropic	$0.076875 (rounded ~ $0.08)	↓ 40% cheaper	↓ 34.6% cheaper
#23	Gemini 2.5 Pro Google	$0.092188 (rounded ~ $0.09)	↓ 28% cheaper	↓ 21.5% cheaper
#24	Claude Opus 5.5 Anthropic	$0.101250 (rounded ~ $0.10)	↓ 21% cheaper	↓ 13.8% cheaper
#25	GPT-6.1 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 20% cheaper	↓ 12.8% cheaper
#26	GPT-6 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 20% cheaper	↓ 12.8% cheaper
#27	GPT-5.6 Sol OpenAI	$0.102500 (rounded ~ $0.10)	↓ 20% cheaper	↓ 12.8% cheaper
#28	Gemini 3.1 Pro Google	$0.117500 (rounded ~ $0.12)	↓ 8.3% cheaper	Same price
#29	Claude Opus 5 Anthropic	$0.128125 (rounded ~ $0.13)	Same price	↑ 9% more
#30	Claude Opus 4.8 Anthropic	$0.128125 (rounded ~ $0.13)	Same price	↑ 9% more
#31	Claude Opus 4.6 Anthropic	$0.128125 (rounded ~ $0.13)	Same price	↑ 9% more
#32	GPT-5.4 OpenAI	$0.146875 (rounded ~ $0.15)	↑ 14.6% more	↑ 25% more
#33	GPT-5.4 Thinking OpenAI	$0.146875 (rounded ~ $0.15)	↑ 14.6% more	↑ 25% more
#34	GPT-5.5 Instant OpenAI	$0.146875 (rounded ~ $0.15)	↑ 14.6% more	↑ 25% more
#35	Claude Fable 5.1 Anthropic	$0.251563 (rounded ~ $0.25)	↑ 96.3% more	↑ 114.1% more
#36	Claude Mythos 5.1 Anthropic	$0.251563 (rounded ~ $0.25)	↑ 96.3% more	↑ 114.1% more
#37	Claude Fable 5 Anthropic	$0.256250 (rounded ~ $0.26)	↑ 100% more	↑ 118.1% more
#38	Claude Mythos 5 Anthropic	$0.256250 (rounded ~ $0.26)	↑ 100% more	↑ 118.1% more
#39	GPT-5.5 OpenAI	$0.293750 (rounded ~ $0.29)	↑ 129.3% more	↑ 150% more
#40	GPT-6 Astra OpenAI	$0.512500 (rounded ~ $0.51)	↑ 300% more	↑ 336.2% more
#41	GPT-5.2 Pro OpenAI	$0.774375 (rounded ~ $0.77)	↑ 504.4% more	↑ 559% more
#42	GPT-5.2 Pro OpenAI	$0.774375 (rounded ~ $0.77)	↑ 504.4% more	↑ 559% more

🏆

Claude Haiku 5.5
Anthropic

$0.005125 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 96%

vs Gemini 3.1 Pro: ↓ 95.6%

🥈

GPT-6 Luna
OpenAI

$0.005125 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 96%

vs Gemini 3.1 Pro: ↓ 95.6%

🥉

GPT-5.6 Luna
OpenAI

$0.005875 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 95.4%

vs Gemini 3.1 Pro: ↓ 95%

Gemini 3.1 Flash Lite
Google

$0.007344 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 94.3%

vs Gemini 3.1 Pro: ↓ 93.8%

Mistral Large 3
Mistral AI

$0.009063

vs Claude Opus 4.7: ↓ 92.9%

vs Gemini 3.1 Pro: ↓ 92.3%

Gemini 3.5 Flash-Lite
Google

$0.011438 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 91.1%

vs Gemini 3.1 Pro: ↓ 90.3%

Gemini 2.5 Flash
Google

$0.011438 (rounded ~ $0.01)

vs Claude Opus 4.7: ↓ 91.1%

vs Gemini 3.1 Pro: ↓ 90.3%

Gemini 3.8 Flash
Google

$0.019219

vs Claude Opus 4.7: ↓ 85%

vs Gemini 3.1 Pro: ↓ 83.6%

Gemini 3.6 Flash
Google

$0.019219

vs Claude Opus 4.7: ↓ 85%

vs Gemini 3.1 Pro: ↓ 83.6%

#10

GPT-5.4 mini
OpenAI

$0.022031 (rounded ~ $0.02)

vs Claude Opus 4.7: ↓ 82.8%

vs Gemini 3.1 Pro: ↓ 81.3%

#11

Mistral Large 4
Mistral AI

$0.025025 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 80.5%

vs Gemini 3.1 Pro: ↓ 78.7%

#12

Claude Haiku 4.5
Anthropic

$0.025625 (rounded ~ $0.03)

vs Claude Opus 4.7: ↓ 80%

vs Gemini 3.1 Pro: ↓ 78.2%

#13

Gemini 3.1 Flash
Google

$0.029375

vs Claude Opus 4.7: ↓ 77.1%

vs Gemini 3.1 Pro: ↓ 75%

#14

Claude Sonnet 5.5
Anthropic

$0.050625

vs Claude Opus 4.7: ↓ 60.5%

vs Gemini 3.1 Pro: ↓ 56.9%

#15

Gemini 4 Argon
Google

$0.051250 (rounded ~ $0.05)

vs Claude Opus 4.7: ↓ 60%

vs Gemini 3.1 Pro: ↓ 56.4%

#16

Claude Sonnet 5
Anthropic

$0.051250 (rounded ~ $0.05)

vs Claude Opus 4.7: ↓ 60%

vs Gemini 3.1 Pro: ↓ 56.4%

#17

Grok 4.3
xAI

$0.057500 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 55.1%

vs Gemini 3.1 Pro: ↓ 51.1%

#18

Grok 4.20 Beta
xAI

$0.057500 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 55.1%

vs Gemini 3.1 Pro: ↓ 51.1%

#19

GPT-5.6 Terra
OpenAI

$0.058750 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 54.1%

vs Gemini 3.1 Pro: ↓ 50%

#20

GPT-5.3 Codex Spark
OpenAI

$0.064531 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 49.6%

vs Gemini 3.1 Pro: ↓ 45.1%

#21

GPT-5.3 Instant
OpenAI

$0.064531 (rounded ~ $0.06)

vs Claude Opus 4.7: ↓ 49.6%

vs Gemini 3.1 Pro: ↓ 45.1%

#22

Claude Sonnet 4.6
Anthropic

$0.076875 (rounded ~ $0.08)

vs Claude Opus 4.7: ↓ 40%

vs Gemini 3.1 Pro: ↓ 34.6%

#23

Gemini 2.5 Pro
Google

$0.092188 (rounded ~ $0.09)

vs Claude Opus 4.7: ↓ 28%

vs Gemini 3.1 Pro: ↓ 21.5%

#24

Claude Opus 5.5
Anthropic

$0.101250 (rounded ~ $0.10)

vs Claude Opus 4.7: ↓ 21%

vs Gemini 3.1 Pro: ↓ 13.8%

#25

GPT-6.1 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs Claude Opus 4.7: ↓ 20%

vs Gemini 3.1 Pro: ↓ 12.8%

#26

GPT-6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs Claude Opus 4.7: ↓ 20%

vs Gemini 3.1 Pro: ↓ 12.8%

#27

GPT-5.6 Sol
OpenAI

$0.102500 (rounded ~ $0.10)

vs Claude Opus 4.7: ↓ 20%

vs Gemini 3.1 Pro: ↓ 12.8%

#28

Gemini 3.1 Pro
Google

$0.117500 (rounded ~ $0.12)

vs Claude Opus 4.7: ↓ 8.3%

vs Gemini 3.1 Pro: Same

#29

Claude Opus 5
Anthropic

$0.128125 (rounded ~ $0.13)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 9%

#30

Claude Opus 4.8
Anthropic

$0.128125 (rounded ~ $0.13)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 9%

#31

Claude Opus 4.6
Anthropic

$0.128125 (rounded ~ $0.13)

vs Claude Opus 4.7: Same

vs Gemini 3.1 Pro: ↑ 9%

#32

GPT-5.4
OpenAI

$0.146875 (rounded ~ $0.15)

vs Claude Opus 4.7: ↑ 14.6%

vs Gemini 3.1 Pro: ↑ 25%

#33

GPT-5.4 Thinking
OpenAI

$0.146875 (rounded ~ $0.15)

vs Claude Opus 4.7: ↑ 14.6%

vs Gemini 3.1 Pro: ↑ 25%

#34

GPT-5.5 Instant
OpenAI

$0.146875 (rounded ~ $0.15)

vs Claude Opus 4.7: ↑ 14.6%

vs Gemini 3.1 Pro: ↑ 25%

#35

Claude Fable 5.1
Anthropic

$0.251563 (rounded ~ $0.25)

vs Claude Opus 4.7: ↑ 96.3%

vs Gemini 3.1 Pro: ↑ 114.1%

#36

Claude Mythos 5.1
Anthropic

$0.251563 (rounded ~ $0.25)

vs Claude Opus 4.7: ↑ 96.3%

vs Gemini 3.1 Pro: ↑ 114.1%

#37

Claude Fable 5
Anthropic

$0.256250 (rounded ~ $0.26)

vs Claude Opus 4.7: ↑ 100%

vs Gemini 3.1 Pro: ↑ 118.1%

#38

Claude Mythos 5
Anthropic

$0.256250 (rounded ~ $0.26)

vs Claude Opus 4.7: ↑ 100%

vs Gemini 3.1 Pro: ↑ 118.1%

#39

GPT-5.5
OpenAI

$0.293750 (rounded ~ $0.29)

vs Claude Opus 4.7: ↑ 129.3%

vs Gemini 3.1 Pro: ↑ 150%

#40

GPT-6 Astra
OpenAI

$0.512500 (rounded ~ $0.51)

vs Claude Opus 4.7: ↑ 300%

vs Gemini 3.1 Pro: ↑ 336.2%

#41

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)

vs Claude Opus 4.7: ↑ 504.4%

vs Gemini 3.1 Pro: ↑ 559%

#42

GPT-5.2 Pro
OpenAI

$0.774375 (rounded ~ $0.77)

vs Claude Opus 4.7: ↑ 504.4%

vs Gemini 3.1 Pro: ↑ 559%

✨ How recommendations work (v8.6.0): We scan all active models in the registry and only include those that support ALL your current inputs. For token-based models, we check if they can handle your token counts. For special pricing models (OCR, video, audio), we verify they have the correct pricing structure. Features marked requested were in your inputs but not supported by that model. Now using official provider pricing without reseller markups.

For researchers balancing literature synthesis with formal drafting, selecting between Claude Opus 4.7 and Gemini 3.1 Pro often comes down to the specific nature of your writing process. Claude Opus 4.7 is widely favored for drafting stages where tone, nuance, and structural coherence are paramount. Its ability to maintain a consistent academic voice over long-form content makes it a strong partner for turning dense notes into fluid, readable prose. It excels at adhering to complex instructions, such as following specific journal style guides or maintaining a particular argumentative flow.

Conversely, Gemini 3.1 Pro shines in the synthesis phase. If your workflow involves ingesting large quantities of diverse source materials—such as comparing methodology across multiple PDFs or mapping out research gaps—Gemini’s multimodal reasoning is highly effective. It is particularly adept at handling mixed-modal inputs, allowing you to synthesize findings from charts, tables, and supplementary data alongside text. While Claude is often the preferred ‘writer,’ Gemini functions as a powerful ‘research assistant’ that can connect dots across a broad, context-heavy literature base.

Ultimately, teams often find the best results by layering these capabilities: using Gemini for the heavy lifting of synthesis and extraction from the literature, and transitioning to Claude for the final drafting and refinement of the narrative. Both models are capable, but choosing based on whether your current task is ‘discovery and synthesis’ or ‘composition and refinement’ will lead to higher-quality research outputs.

Frequently Asked Questions

How accurate are these AI model cost calculations?

Our calculations are based on official pricing from each provider (Google, OpenAI, Anthropic, Meta, xAI, Perplexity, DeepSeek, Mistral) and are updated regularly. We account for all factors including multimodal inputs, caching discounts, batch API pricing, tool usage multipliers, OCR processing, audio minutes, silence fees, and research mode pricing. Note: Reseller markups and dedicated instance multipliers have been removed to reflect official provider pricing.

How does prompt caching work?

Caching discounts vary by provider: Google and OpenAI offer 90% discounts on cached input tokens. Anthropic uses write (1.25x) and read (0.10x) multipliers. Savings are applied to the token portion only, not unit-based fees.

How do Market Recommendations work (v8.6.0)?

Our recommendation engine scans the entire model registry and only includes models that support ALL your current input parameters (tokens, images, video, audio, OCR, tools, batch API, etc.). It calculates exact costs with your settings and sorts by price, showing you the best value options that can handle your complete workflow. Special pricing models (OCR, video, audio, image generation) are properly handled and only appear when their specific input types are requested. v8.6.0 removes reseller markups (20% buffer) and dedicated instance multipliers to reflect official provider pricing.

What is the YemHub AI Calculator Tool?

The YemHub AI Calculator is the most comprehensive tool for estimating costs and comparing performance metrics across 50+ AI models. It calculates token-based pricing, analyzes multimodal processing, accounts for state-dependent pricing (context cliffs, tiered tunnels), provides optimization recommendations, and now offers intelligent market matching to find the best alternatives for your specific needs.

Claude Opus 4.7 vs Gemini 3.1 Pro: Research Paper Drafting at 50K-Token Inputs

🔄 Compare Different AI Models

First Model

Second Model

Select AI Model

Claude Opus 4.7

Calculate Token Costs

📊 Advanced Cost Breakdown

Processing Speed

Model Comparison

Model Information

🔄 Advanced Options

⚡ Optimization

🧠 Reasoning & Thinking

🔧 Special Modes

📚 Research & Citations

🎤 Realtime Audio & Video

Claude Opus 4.7 Anthropic 1000000

💰 Total Cost Calculation (from Plugin)

Advanced Cost Breakdown (from Plugin)

Detailed Cost Analysis (from Plugin)

Speed & Performance Analysis

Best Use Cases

Want this applied to YOUR actual stack?

Gemini 3.1 Pro Google 1000000

💰 Total Cost Calculation (from Plugin)

Advanced Cost Breakdown (from Plugin)

Detailed Cost Analysis (from Plugin)

Speed & Performance Analysis

Best Use Cases

Want this applied to YOUR actual stack?

✨ Market Recommendations AI Model Registry

Claude Haiku 5.5 Anthropic

GPT-6 Luna OpenAI

GPT-5.6 Luna OpenAI

Gemini 3.1 Flash Lite Google

Mistral Large 3 Mistral AI

Gemini 3.5 Flash-Lite Google

Gemini 2.5 Flash Google

Gemini 3.8 Flash Google

Gemini 3.6 Flash Google

GPT-5.4 mini OpenAI

Mistral Large 4 Mistral AI

Claude Haiku 4.5 Anthropic

Gemini 3.1 Flash Google

Claude Sonnet 5.5 Anthropic

Gemini 4 Argon Google

Claude Sonnet 5 Anthropic

Grok 4.3 xAI

Grok 4.20 Beta xAI

GPT-5.6 Terra OpenAI

GPT-5.3 Codex Spark OpenAI

GPT-5.3 Instant OpenAI

Claude Sonnet 4.6 Anthropic

Gemini 2.5 Pro Google

Claude Opus 5.5 Anthropic

GPT-6.1 Sol OpenAI

GPT-6 Sol OpenAI

GPT-5.6 Sol OpenAI

Gemini 3.1 Pro Google

Claude Opus 5 Anthropic

Claude Opus 4.8 Anthropic

Claude Opus 4.6 Anthropic

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